Dataset statistics
| Number of variables | 34 |
|---|---|
| Number of observations | 38478 |
| Missing cells | 60589 |
| Missing cells (%) | 4.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 10.0 MiB |
| Average record size in memory | 272.0 B |
Variable types
| Numeric | 19 |
|---|---|
| Categorical | 8 |
| Text | 7 |
loan_amnt is highly overall correlated with funded_amnt and 6 other fields | High correlation |
funded_amnt is highly overall correlated with loan_amnt and 6 other fields | High correlation |
funded_amnt_inv is highly overall correlated with loan_amnt and 6 other fields | High correlation |
installment is highly overall correlated with loan_amnt and 6 other fields | High correlation |
delinq_2yrs is highly overall correlated with mths_since_last_delinq | High correlation |
mths_since_last_delinq is highly overall correlated with delinq_2yrs | High correlation |
open_acc is highly overall correlated with total_acc | High correlation |
total_acc is highly overall correlated with open_acc | High correlation |
total_pymnt is highly overall correlated with loan_amnt and 6 other fields | High correlation |
total_pymnt_inv is highly overall correlated with loan_amnt and 6 other fields | High correlation |
total_rec_prncp is highly overall correlated with loan_amnt and 7 other fields | High correlation |
total_rec_int is highly overall correlated with loan_amnt and 7 other fields | High correlation |
last_pymnt_amnt is highly overall correlated with total_rec_prncp | High correlation |
term is highly overall correlated with total_rec_int | High correlation |
loan_status is highly overall correlated with repay_fail | High correlation |
repay_fail is highly overall correlated with loan_status | High correlation |
loan_status is highly imbalanced (64.9%) | Imbalance |
emp_length has 993 (2.6%) missing values | Missing |
mths_since_last_delinq has 24362 (63.3%) missing values | Missing |
next_pymnt_d has 35097 (91.2%) missing values | Missing |
annual_inc is highly skewed (γ1 = 30.55623967) | Skewed |
delinq_2yrs has 34200 (88.9%) zeros | Zeros |
inq_last_6mths has 17787 (46.2%) zeros | Zeros |
mths_since_last_delinq has 745 (1.9%) zeros | Zeros |
pub_rec has 36339 (94.4%) zeros | Zeros |
revol_bal has 976 (2.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-08-27 15:41:59.812498 |
|---|---|
| Analysis finished | 2023-08-27 15:43:36.516996 |
| Duration | 1 minute and 36.7 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
loan_amnt
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 880 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11095.016 |
| Minimum | 500 |
|---|---|
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.7 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 2400 |
| Q1 | 5200 |
| median | 9750 |
| Q3 | 15000 |
| 95-th percentile | 25000 |
| Maximum | 35000 |
| Range | 34500 |
| Interquartile range (IQR) | 9800 |
Descriptive statistics
| Standard deviation | 7405.2963 |
|---|---|
| Coefficient of variation (CV) | 0.6674435 |
| Kurtosis | 0.78703609 |
| Mean | 11095.016 |
| Median Absolute Deviation (MAD) | 4750 |
| Skewness | 1.0641972 |
| Sum | 4.2691402 × 108 |
| Variance | 54838413 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 2727 | 7.1% |
| 12000 | 2235 | 5.8% |
| 5000 | 2027 | 5.3% |
| 6000 | 1842 | 4.8% |
| 15000 | 1823 | 4.7% |
| 20000 | 1575 | 4.1% |
| 8000 | 1550 | 4.0% |
| 25000 | 1348 | 3.5% |
| 4000 | 1111 | 2.9% |
| 3000 | 1013 | 2.6% |
| Other values (870) | 21227 |
| Value | Count | Frequency (%) |
| 500 | 10 | |
| 550 | 1 | < 0.1% |
| 600 | 5 | |
| 700 | 3 | < 0.1% |
| 725 | 1 | < 0.1% |
| 750 | 1 | < 0.1% |
| 800 | 2 | < 0.1% |
| 850 | 1 | < 0.1% |
| 900 | 4 | < 0.1% |
| 925 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 618 | |
| 34800 | 2 | < 0.1% |
| 34675 | 1 | < 0.1% |
| 34525 | 1 | < 0.1% |
| 34475 | 5 | < 0.1% |
| 34000 | 15 | < 0.1% |
| 33950 | 8 | < 0.1% |
| 33600 | 5 | < 0.1% |
| 33500 | 2 | < 0.1% |
| 33425 | 2 | < 0.1% |
funded_amnt
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1035 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10832.138 |
| Minimum | 500 |
|---|---|
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.7 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 2296.25 |
| Q1 | 5100 |
| median | 9600 |
| Q3 | 15000 |
| 95-th percentile | 25000 |
| Maximum | 35000 |
| Range | 34500 |
| Interquartile range (IQR) | 9900 |
Descriptive statistics
| Standard deviation | 7146.7332 |
|---|---|
| Coefficient of variation (CV) | 0.65977126 |
| Kurtosis | 0.94291679 |
| Mean | 10832.138 |
| Median Absolute Deviation (MAD) | 4600 |
| Skewness | 1.0838181 |
| Sum | 4.16799 × 108 |
| Variance | 51075796 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 2642 | 6.9% |
| 12000 | 2156 | 5.6% |
| 5000 | 2015 | 5.2% |
| 6000 | 1829 | 4.8% |
| 15000 | 1717 | 4.5% |
| 8000 | 1542 | 4.0% |
| 20000 | 1417 | 3.7% |
| 4000 | 1111 | 2.9% |
| 25000 | 1103 | 2.9% |
| 3000 | 1004 | 2.6% |
| Other values (1025) | 21942 |
| Value | Count | Frequency (%) |
| 500 | 10 | |
| 550 | 1 | < 0.1% |
| 600 | 5 | |
| 700 | 3 | < 0.1% |
| 725 | 1 | < 0.1% |
| 750 | 1 | < 0.1% |
| 800 | 2 | < 0.1% |
| 850 | 1 | < 0.1% |
| 900 | 4 | < 0.1% |
| 925 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 505 | |
| 34800 | 1 | < 0.1% |
| 34675 | 2 | < 0.1% |
| 34525 | 1 | < 0.1% |
| 34475 | 4 | < 0.1% |
| 34250 | 1 | < 0.1% |
| 34000 | 14 | < 0.1% |
| 33950 | 5 | < 0.1% |
| 33600 | 5 | < 0.1% |
| 33500 | 1 | < 0.1% |
funded_amnt_inv
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 8473 |
|---|---|
| Distinct (%) | 22.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10150.405 |
| Minimum | 0 |
|---|---|
| Maximum | 35000 |
| Zeros | 200 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1500 |
| Q1 | 4950 |
| median | 8497.6108 |
| Q3 | 14000 |
| 95-th percentile | 24561.801 |
| Maximum | 35000 |
| Range | 35000 |
| Interquartile range (IQR) | 9050 |
Descriptive statistics
| Standard deviation | 7127.9316 |
|---|---|
| Coefficient of variation (CV) | 0.70223123 |
| Kurtosis | 1.0670681 |
| Mean | 10150.405 |
| Median Absolute Deviation (MAD) | 4197.6108 |
| Skewness | 1.1047838 |
| Sum | 3.905673 × 108 |
| Variance | 50807409 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5000 | 1232 | 3.2% |
| 10000 | 1174 | 3.1% |
| 6000 | 1116 | 2.9% |
| 12000 | 980 | 2.5% |
| 8000 | 848 | 2.2% |
| 3000 | 762 | 2.0% |
| 4000 | 761 | 2.0% |
| 15000 | 593 | 1.5% |
| 7000 | 566 | 1.5% |
| 2000 | 443 | 1.2% |
| Other values (8463) | 30003 |
| Value | Count | Frequency (%) |
| 0 | 200 | |
| 0.000121098 | 1 | < 0.1% |
| 0.000185369 | 1 | < 0.1% |
| 0.000242056 | 1 | < 0.1% |
| 0.000531133 | 1 | < 0.1% |
| 0.000571783 | 1 | < 0.1% |
| 0.000654607 | 1 | < 0.1% |
| 0.000899697 | 1 | < 0.1% |
| 0.00092203 | 1 | < 0.1% |
| 0.00108361 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 123 | |
| 34997.35245 | 1 | < 0.1% |
| 34993.65539 | 1 | < 0.1% |
| 34993.26306 | 1 | < 0.1% |
| 34993.19696 | 1 | < 0.1% |
| 34990.4308 | 1 | < 0.1% |
| 34987.98452 | 1 | < 0.1% |
| 34987.27101 | 1 | < 0.1% |
| 34977.34674 | 1 | < 0.1% |
| 34975.81636 | 1 | < 0.1% |
term
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 300.7 KiB |
| 36 months | |
|---|---|
| 60 months |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 9 |
| Min length | 9 |
Characters and Unicode
| Total characters | 346302 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 months |
|---|---|
| 2nd row | 36 months |
| 3rd row | 36 months |
| 4th row | 36 months |
| 5th row | 36 months |
Common Values
| Value | Count | Frequency (%) |
| 36 months | 28592 | |
| 60 months | 9886 | 25.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| months | 38478 | |
| 36 | 28592 | |
| 60 | 9886 | 12.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 6 | 38478 | |
| 38478 | ||
| m | 38478 | |
| o | 38478 | |
| n | 38478 | |
| t | 38478 | |
| h | 38478 | |
| s | 38478 | |
| 3 | 28592 | |
| 0 | 9886 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 230868 | |
| Decimal Number | 76956 | 22.2% |
| Space Separator | 38478 | 11.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| m | 38478 | |
| o | 38478 | |
| n | 38478 | |
| t | 38478 | |
| h | 38478 | |
| s | 38478 |
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 38478 | |
| 3 | 28592 | |
| 0 | 9886 | 12.8% |
Space Separator
| Value | Count | Frequency (%) |
| 38478 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 230868 | |
| Common | 115434 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| m | 38478 | |
| o | 38478 | |
| n | 38478 | |
| t | 38478 | |
| h | 38478 | |
| s | 38478 |
Common
| Value | Count | Frequency (%) |
| 6 | 38478 | |
| 38478 | ||
| 3 | 28592 | |
| 0 | 9886 | 8.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 346302 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 6 | 38478 | |
| 38478 | ||
| m | 38478 | |
| o | 38478 | |
| n | 38478 | |
| t | 38478 | |
| h | 38478 | |
| s | 38478 | |
| 3 | 28592 | |
| 0 | 9886 | 2.9% |
int_rate
Real number (ℝ)
| Distinct | 390 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.162307 |
| Minimum | 5.42 |
|---|---|
| Maximum | 24.11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.7 KiB |
Quantile statistics
| Minimum | 5.42 |
|---|---|
| 5-th percentile | 6.39 |
| Q1 | 9.62 |
| median | 11.99 |
| Q3 | 14.72 |
| 95-th percentile | 18.61 |
| Maximum | 24.11 |
| Range | 18.69 |
| Interquartile range (IQR) | 5.1 |
Descriptive statistics
| Standard deviation | 3.7094849 |
|---|---|
| Coefficient of variation (CV) | 0.30499845 |
| Kurtosis | -0.47598526 |
| Mean | 12.162307 |
| Median Absolute Deviation (MAD) | 2.66 |
| Skewness | 0.23462005 |
| Sum | 467981.26 |
| Variance | 13.760278 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10.99 | 861 | 2.2% |
| 11.49 | 759 | 2.0% |
| 13.49 | 752 | 2.0% |
| 7.51 | 704 | 1.8% |
| 7.88 | 675 | 1.8% |
| 7.49 | 593 | 1.5% |
| 11.71 | 545 | 1.4% |
| 7.9 | 529 | 1.4% |
| 9.99 | 528 | 1.4% |
| 5.42 | 525 | 1.4% |
| Other values (380) | 32007 |
| Value | Count | Frequency (%) |
| 5.42 | 525 | |
| 5.79 | 390 | |
| 5.99 | 311 | |
| 6 | 19 | < 0.1% |
| 6.03 | 412 | |
| 6.17 | 225 | |
| 6.39 | 52 | 0.1% |
| 6.54 | 278 | |
| 6.62 | 369 | |
| 6.76 | 150 | 0.4% |
| Value | Count | Frequency (%) |
| 24.11 | 3 | < 0.1% |
| 23.91 | 11 | |
| 23.59 | 4 | < 0.1% |
| 23.52 | 8 | |
| 23.22 | 9 | |
| 23.13 | 9 | |
| 22.94 | 2 | < 0.1% |
| 22.85 | 7 | < 0.1% |
| 22.74 | 19 | |
| 22.64 | 1 | < 0.1% |
installment
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 15474 |
|---|---|
| Distinct (%) | 40.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 323.17165 |
| Minimum | 15.67 |
|---|---|
| Maximum | 1305.19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.7 KiB |
Quantile statistics
| Minimum | 15.67 |
|---|---|
| 5-th percentile | 69.7425 |
| Q1 | 165.74 |
| median | 277.98 |
| Q3 | 429.35 |
| 95-th percentile | 761.944 |
| Maximum | 1305.19 |
| Range | 1289.52 |
| Interquartile range (IQR) | 263.61 |
Descriptive statistics
| Standard deviation | 209.08532 |
|---|---|
| Coefficient of variation (CV) | 0.64697915 |
| Kurtosis | 1.2029335 |
| Mean | 323.17165 |
| Median Absolute Deviation (MAD) | 122.42 |
| Skewness | 1.1233356 |
| Sum | 12434999 |
| Variance | 43716.672 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 311.11 | 65 | 0.2% |
| 180.96 | 55 | 0.1% |
| 311.02 | 47 | 0.1% |
| 368.45 | 43 | 0.1% |
| 150.8 | 42 | 0.1% |
| 372.12 | 42 | 0.1% |
| 373.33 | 39 | 0.1% |
| 186.61 | 39 | 0.1% |
| 317.72 | 39 | 0.1% |
| 304.36 | 38 | 0.1% |
| Other values (15464) | 38029 |
| Value | Count | Frequency (%) |
| 15.67 | 1 | |
| 15.69 | 1 | |
| 15.75 | 1 | |
| 15.76 | 1 | |
| 15.91 | 1 | |
| 16.08 | 1 | |
| 16.31 | 1 | |
| 16.47 | 1 | |
| 16.73 | 1 | |
| 16.85 | 1 |
| Value | Count | Frequency (%) |
| 1305.19 | 1 | < 0.1% |
| 1302.69 | 1 | < 0.1% |
| 1295.21 | 1 | < 0.1% |
| 1288.1 | 2 | < 0.1% |
| 1283.5 | 1 | < 0.1% |
| 1276.6 | 3 | |
| 1272.2 | 1 | < 0.1% |
| 1269.73 | 5 | |
| 1265.16 | 1 | < 0.1% |
| 1263.23 | 1 | < 0.1% |
emp_length
Categorical
MISSING 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 993 |
| Missing (%) | 2.6% |
| Memory size | 300.7 KiB |
| 10+ years | |
|---|---|
| < 1 year | |
| 2 years | |
| 3 years | |
| 4 years | |
| Other values (6) |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.4865413 |
| Min length | 6 |
Characters and Unicode
| Total characters | 280633 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 years |
|---|---|
| 2nd row | 4 years |
| 3rd row | 10+ years |
| 4th row | 10+ years |
| 5th row | 10+ years |
Common Values
| Value | Count | Frequency (%) |
| 10+ years | 8464 | |
| < 1 year | 4564 | |
| 2 years | 4292 | |
| 3 years | 3939 | |
| 4 years | 3314 | 8.6% |
| 1 year | 3254 | 8.5% |
| 5 years | 3171 | 8.2% |
| 6 years | 2144 | 5.6% |
| 7 years | 1702 | 4.4% |
| 8 years | 1445 | 3.8% |
Length
| Value | Count | Frequency (%) |
| years | 29667 | |
| 10 | 8464 | 10.6% |
| 1 | 7818 | 9.8% |
| year | 7818 | 9.8% |
| 4564 | 5.7% | |
| 2 | 4292 | 5.4% |
| 3 | 3939 | 5.0% |
| 4 | 3314 | 4.2% |
| 5 | 3171 | 4.0% |
| 6 | 2144 | 2.7% |
| Other values (3) | 4343 | 5.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 42049 | ||
| y | 37485 | |
| e | 37485 | |
| a | 37485 | |
| r | 37485 | |
| s | 29667 | |
| 1 | 16282 | 5.8% |
| 0 | 8464 | 3.0% |
| + | 8464 | 3.0% |
| < | 4564 | 1.6% |
| Other values (8) | 21203 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 179607 | |
| Decimal Number | 45949 | 16.4% |
| Space Separator | 42049 | 15.0% |
| Math Symbol | 13028 | 4.6% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 16282 | |
| 0 | 8464 | |
| 2 | 4292 | 9.3% |
| 3 | 3939 | 8.6% |
| 4 | 3314 | 7.2% |
| 5 | 3171 | 6.9% |
| 6 | 2144 | 4.7% |
| 7 | 1702 | 3.7% |
| 8 | 1445 | 3.1% |
| 9 | 1196 | 2.6% |
Lowercase Letter
| Value | Count | Frequency (%) |
| y | 37485 | |
| e | 37485 | |
| a | 37485 | |
| r | 37485 | |
| s | 29667 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 8464 | |
| < | 4564 |
Space Separator
| Value | Count | Frequency (%) |
| 42049 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 179607 | |
| Common | 101026 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 42049 | ||
| 1 | 16282 | 16.1% |
| 0 | 8464 | 8.4% |
| + | 8464 | 8.4% |
| < | 4564 | 4.5% |
| 2 | 4292 | 4.2% |
| 3 | 3939 | 3.9% |
| 4 | 3314 | 3.3% |
| 5 | 3171 | 3.1% |
| 6 | 2144 | 2.1% |
| Other values (3) | 4343 | 4.3% |
Latin
| Value | Count | Frequency (%) |
| y | 37485 | |
| e | 37485 | |
| a | 37485 | |
| r | 37485 | |
| s | 29667 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 280633 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 42049 | ||
| y | 37485 | |
| e | 37485 | |
| a | 37485 | |
| r | 37485 | |
| s | 29667 | |
| 1 | 16282 | 5.8% |
| 0 | 8464 | 3.0% |
| + | 8464 | 3.0% |
| < | 4564 | 1.6% |
| Other values (8) | 21203 |
home_ownership
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 300.7 KiB |
| RENT | |
|---|---|
| MORTGAGE | |
| OWN | |
| OTHER | 125 |
| NONE | 4 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.7080669 |
| Min length | 3 |
Characters and Unicode
| Total characters | 219635 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RENT |
|---|---|
| 2nd row | RENT |
| 3rd row | MORTGAGE |
| 4th row | RENT |
| 5th row | MORTGAGE |
Common Values
| Value | Count | Frequency (%) |
| RENT | 18252 | |
| MORTGAGE | 17139 | |
| OWN | 2958 | 7.7% |
| OTHER | 125 | 0.3% |
| NONE | 4 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| rent | 18252 | |
| mortgage | 17139 | |
| own | 2958 | 7.7% |
| other | 125 | 0.3% |
| none | 4 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 35520 | |
| R | 35516 | |
| T | 35516 | |
| G | 34278 | |
| N | 21218 | |
| O | 20226 | |
| M | 17139 | |
| A | 17139 | |
| W | 2958 | 1.3% |
| H | 125 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 219635 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 35520 | |
| R | 35516 | |
| T | 35516 | |
| G | 34278 | |
| N | 21218 | |
| O | 20226 | |
| M | 17139 | |
| A | 17139 | |
| W | 2958 | 1.3% |
| H | 125 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 219635 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| E | 35520 | |
| R | 35516 | |
| T | 35516 | |
| G | 34278 | |
| N | 21218 | |
| O | 20226 | |
| M | 17139 | |
| A | 17139 | |
| W | 2958 | 1.3% |
| H | 125 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 219635 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| E | 35520 | |
| R | 35516 | |
| T | 35516 | |
| G | 34278 | |
| N | 21218 | |
| O | 20226 | |
| M | 17139 | |
| A | 17139 | |
| W | 2958 | 1.3% |
| H | 125 | 0.1% |
annual_inc
Real number (ℝ)
SKEWED 
| Distinct | 5190 |
|---|---|
| Distinct (%) | 13.5% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68997.102 |
| Minimum | 1896 |
|---|---|
| Maximum | 6000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.7 KiB |
Quantile statistics
| Minimum | 1896 |
|---|---|
| 5-th percentile | 24000 |
| Q1 | 40000 |
| median | 58650 |
| Q3 | 82000 |
| 95-th percentile | 144000 |
| Maximum | 6000000 |
| Range | 5998104 |
| Interquartile range (IQR) | 42000 |
Descriptive statistics
| Standard deviation | 64476.267 |
|---|---|
| Coefficient of variation (CV) | 0.9344779 |
| Kurtosis | 2264.8897 |
| Mean | 68997.102 |
| Median Absolute Deviation (MAD) | 19922.88 |
| Skewness | 30.55624 |
| Sum | 2.6548015 × 109 |
| Variance | 4.157189 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 1440 | 3.7% |
| 50000 | 1018 | 2.6% |
| 40000 | 857 | 2.2% |
| 45000 | 830 | 2.2% |
| 30000 | 810 | 2.1% |
| 75000 | 781 | 2.0% |
| 65000 | 760 | 2.0% |
| 70000 | 726 | 1.9% |
| 48000 | 693 | 1.8% |
| 80000 | 644 | 1.7% |
| Other values (5180) | 29918 |
| Value | Count | Frequency (%) |
| 1896 | 1 | < 0.1% |
| 2000 | 1 | < 0.1% |
| 3300 | 1 | < 0.1% |
| 3500 | 1 | < 0.1% |
| 3600 | 1 | < 0.1% |
| 4000 | 3 | |
| 4080 | 1 | < 0.1% |
| 4200 | 2 | < 0.1% |
| 4800 | 5 | |
| 4888 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6000000 | 1 | < 0.1% |
| 3900000 | 1 | < 0.1% |
| 2039784 | 1 | < 0.1% |
| 1782000 | 1 | < 0.1% |
| 1440000 | 2 | |
| 1362000 | 1 | < 0.1% |
| 1250000 | 1 | < 0.1% |
| 1200000 | 3 | |
| 1176000 | 1 | < 0.1% |
| 1080000 | 1 | < 0.1% |
verification_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 300.7 KiB |
| Not Verified | |
|---|---|
| Verified | |
| Source Verified |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 11.463797 |
| Min length | 8 |
Characters and Unicode
| Total characters | 441104 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not Verified |
|---|---|
| 2nd row | Not Verified |
| 3rd row | Not Verified |
| 4th row | Not Verified |
| 5th row | Not Verified |
Common Values
| Value | Count | Frequency (%) |
| Not Verified | 16961 | |
| Verified | 12169 | |
| Source Verified | 9348 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| verified | 38478 | |
| not | 16961 | |
| source | 9348 | 14.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 86304 | |
| i | 76956 | |
| r | 47826 | |
| V | 38478 | |
| f | 38478 | |
| d | 38478 | |
| o | 26309 | 6.0% |
| 26309 | 6.0% | |
| N | 16961 | 3.8% |
| t | 16961 | 3.8% |
| Other values (3) | 28044 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 350008 | |
| Uppercase Letter | 64787 | 14.7% |
| Space Separator | 26309 | 6.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 86304 | |
| i | 76956 | |
| r | 47826 | |
| f | 38478 | |
| d | 38478 | |
| o | 26309 | 7.5% |
| t | 16961 | 4.8% |
| u | 9348 | 2.7% |
| c | 9348 | 2.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| V | 38478 | |
| N | 16961 | |
| S | 9348 | 14.4% |
Space Separator
| Value | Count | Frequency (%) |
| 26309 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 414795 | |
| Common | 26309 | 6.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 86304 | |
| i | 76956 | |
| r | 47826 | |
| V | 38478 | |
| f | 38478 | |
| d | 38478 | |
| o | 26309 | 6.3% |
| N | 16961 | 4.1% |
| t | 16961 | 4.1% |
| S | 9348 | 2.3% |
| Other values (2) | 18696 | 4.5% |
Common
| Value | Count | Frequency (%) |
| 26309 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 441104 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 86304 | |
| i | 76956 | |
| r | 47826 | |
| V | 38478 | |
| f | 38478 | |
| d | 38478 | |
| o | 26309 | 6.0% |
| 26309 | 6.0% | |
| N | 16961 | 3.8% |
| t | 16961 | 3.8% |
| Other values (3) | 28044 | 6.4% |
issue_d
Text
| Distinct | 55 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 300.7 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 230868 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Jul-10 |
|---|---|
| 2nd row | Jun-10 |
| 3rd row | Sep-11 |
| 4th row | Sep-11 |
| 5th row | Apr-10 |
| Value | Count | Frequency (%) |
| nov-11 | 2068 | 5.4% |
| dec-11 | 2056 | 5.3% |
| oct-11 | 1922 | 5.0% |
| sep-11 | 1852 | 4.8% |
| aug-11 | 1745 | 4.5% |
| jul-11 | 1672 | 4.3% |
| jun-11 | 1644 | 4.3% |
| may-11 | 1544 | 4.0% |
| apr-11 | 1405 | 3.7% |
| mar-11 | 1300 | 3.4% |
| Other values (45) | 21270 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 50640 | |
| - | 38478 | |
| 0 | 18831 | 8.2% |
| e | 10073 | 4.4% |
| u | 9822 | 4.3% |
| J | 8839 | 3.8% |
| c | 8044 | 3.5% |
| a | 7954 | 3.4% |
| p | 6249 | 2.7% |
| A | 6134 | 2.7% |
| Other values (18) | 65804 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 76956 | |
| Lowercase Letter | 76956 | |
| Dash Punctuation | 38478 | |
| Uppercase Letter | 38478 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 10073 | |
| u | 9822 | |
| c | 8044 | |
| a | 7954 | |
| p | 6249 | |
| n | 5503 | |
| r | 5479 | |
| o | 4052 | 5.3% |
| v | 4052 | 5.3% |
| t | 3804 | 4.9% |
| Other values (4) | 11924 |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 8839 | |
| A | 6134 | |
| M | 5576 | |
| D | 4240 | |
| N | 4052 | |
| O | 3804 | |
| S | 3476 | 9.0% |
| F | 2357 | 6.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 50640 | |
| 0 | 18831 | 24.5% |
| 9 | 4804 | 6.2% |
| 8 | 2167 | 2.8% |
| 7 | 514 | 0.7% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 38478 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 115434 | |
| Latin | 115434 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 10073 | 8.7% |
| u | 9822 | 8.5% |
| J | 8839 | 7.7% |
| c | 8044 | 7.0% |
| a | 7954 | 6.9% |
| p | 6249 | 5.4% |
| A | 6134 | 5.3% |
| M | 5576 | 4.8% |
| n | 5503 | 4.8% |
| r | 5479 | 4.7% |
| Other values (12) | 41761 |
Common
| Value | Count | Frequency (%) |
| 1 | 50640 | |
| - | 38478 | |
| 0 | 18831 | 16.3% |
| 9 | 4804 | 4.2% |
| 8 | 2167 | 1.9% |
| 7 | 514 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 230868 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 50640 | |
| - | 38478 | |
| 0 | 18831 | 8.2% |
| e | 10073 | 4.4% |
| u | 9822 | 4.3% |
| J | 8839 | 3.8% |
| c | 8044 | 3.5% |
| a | 7954 | 3.4% |
| p | 6249 | 2.7% |
| A | 6134 | 2.7% |
| Other values (18) | 65804 |
loan_status
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 300.7 KiB |
| Fully Paid | |
|---|---|
| Charged Off | |
| Does not meet the credit policy. Status:Fully Paid | 1782 |
| Current | 866 |
| Does not meet the credit policy. Status:Charged Off | 689 |
| Other values (4) | 44 |
Length
| Max length | 51 |
|---|---|
| Median length | 10 |
| Mean length | 12.659156 |
| Min length | 7 |
Characters and Unicode
| Total characters | 487099 |
|---|---|
| Distinct characters | 38 |
| Distinct categories | 8 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Does not meet the credit policy. Status:Fully Paid |
|---|---|
| 2nd row | Charged Off |
| 3rd row | Fully Paid |
| 4th row | Fully Paid |
| 5th row | Does not meet the credit policy. Status:Fully Paid |
Common Values
| Value | Count | Frequency (%) |
| Fully Paid | 29987 | |
| Charged Off | 5110 | 13.3% |
| Does not meet the credit policy. Status:Fully Paid | 1782 | 4.6% |
| Current | 866 | 2.3% |
| Does not meet the credit policy. Status:Charged Off | 689 | 1.8% |
| Late (31-120 days) | 20 | 0.1% |
| In Grace Period | 15 | < 0.1% |
| Late (16-30 days) | 7 | < 0.1% |
| Default | 2 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| paid | 31769 | |
| fully | 29987 | |
| off | 5799 | 6.4% |
| charged | 5110 | 5.6% |
| does | 2471 | 2.7% |
| not | 2471 | 2.7% |
| meet | 2471 | 2.7% |
| the | 2471 | 2.7% |
| credit | 2471 | 2.7% |
| policy | 2471 | 2.7% |
| Other values (11) | 3465 | 3.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 66011 | |
| 52478 | ||
| a | 40110 | |
| d | 40081 | |
| i | 36726 | 7.5% |
| u | 35108 | 7.2% |
| y | 34267 | 7.0% |
| P | 31784 | 6.5% |
| F | 31769 | 6.5% |
| e | 19079 | 3.9% |
| Other values (28) | 99686 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 348452 | |
| Uppercase Letter | 81018 | 16.6% |
| Space Separator | 52478 | 10.8% |
| Other Punctuation | 4942 | 1.0% |
| Decimal Number | 128 | < 0.1% |
| Dash Punctuation | 27 | < 0.1% |
| Close Punctuation | 27 | < 0.1% |
| Open Punctuation | 27 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 66011 | |
| a | 40110 | |
| d | 40081 | |
| i | 36726 | |
| u | 35108 | |
| y | 34267 | |
| e | 19079 | 5.5% |
| t | 15721 | 4.5% |
| f | 11600 | 3.3% |
| r | 10032 | 2.9% |
| Other values (8) | 39717 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 31784 | |
| F | 31769 | |
| C | 6665 | 8.2% |
| O | 5799 | 7.2% |
| D | 2473 | 3.1% |
| S | 2471 | 3.0% |
| L | 27 | < 0.1% |
| I | 15 | < 0.1% |
| G | 15 | < 0.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 47 | |
| 0 | 27 | |
| 3 | 27 | |
| 2 | 20 | |
| 6 | 7 | 5.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 2471 | |
| : | 2471 |
Space Separator
| Value | Count | Frequency (%) |
| 52478 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 27 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 27 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 27 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 429470 | |
| Common | 57629 | 11.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 66011 | |
| a | 40110 | |
| d | 40081 | |
| i | 36726 | |
| u | 35108 | |
| y | 34267 | |
| P | 31784 | |
| F | 31769 | |
| e | 19079 | 4.4% |
| t | 15721 | 3.7% |
| Other values (17) | 78814 |
Common
| Value | Count | Frequency (%) |
| 52478 | ||
| . | 2471 | 4.3% |
| : | 2471 | 4.3% |
| 1 | 47 | 0.1% |
| - | 27 | < 0.1% |
| ) | 27 | < 0.1% |
| 0 | 27 | < 0.1% |
| 3 | 27 | < 0.1% |
| ( | 27 | < 0.1% |
| 2 | 20 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 487099 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 66011 | |
| 52478 | ||
| a | 40110 | |
| d | 40081 | |
| i | 36726 | 7.5% |
| u | 35108 | 7.2% |
| y | 34267 | 7.0% |
| P | 31784 | 6.5% |
| F | 31769 | 6.5% |
| e | 19079 | 3.9% |
| Other values (28) | 99686 |
purpose
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 300.7 KiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| other | |
| home_improvement | |
| major_purchase | |
| Other values (9) |
Length
| Max length | 18 |
|---|---|
| Median length | 16 |
| Mean length | 13.70131 |
| Min length | 3 |
Characters and Unicode
| Total characters | 527199 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | other |
|---|---|
| 2nd row | debt_consolidation |
| 3rd row | other |
| 4th row | debt_consolidation |
| 5th row | other |
Common Values
| Value | Count | Frequency (%) |
| debt_consolidation | 17917 | |
| credit_card | 4973 | 12.9% |
| other | 3950 | 10.3% |
| home_improvement | 2901 | 7.5% |
| major_purchase | 2078 | 5.4% |
| small_business | 1808 | 4.7% |
| car | 1481 | 3.8% |
| wedding | 909 | 2.4% |
| medical | 675 | 1.8% |
| moving | 562 | 1.5% |
| Other values (4) | 1224 | 3.2% |
Length
| Value | Count | Frequency (%) |
| debt_consolidation | 17917 | |
| credit_card | 4973 | 12.9% |
| other | 3950 | 10.3% |
| home_improvement | 2901 | 7.5% |
| major_purchase | 2078 | 5.4% |
| small_business | 1808 | 4.7% |
| car | 1481 | 3.8% |
| wedding | 909 | 2.4% |
| medical | 675 | 1.8% |
| moving | 562 | 1.5% |
| Other values (4) | 1224 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 67276 | |
| d | 48659 | |
| i | 48408 | |
| t | 48404 | |
| n | 42942 | |
| e | 42241 | 8.0% |
| c | 32843 | 6.2% |
| a | 32593 | 6.2% |
| _ | 29768 | 5.6% |
| s | 27614 | 5.2% |
| Other values (12) | 106451 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 497431 | |
| Connector Punctuation | 29768 | 5.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 67276 | |
| d | 48659 | |
| i | 48408 | |
| t | 48404 | |
| n | 42942 | |
| e | 42241 | |
| c | 32843 | 6.6% |
| a | 32593 | 6.6% |
| s | 27614 | 5.6% |
| l | 22685 | 4.6% |
| Other values (11) | 83766 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 29768 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 497431 | |
| Common | 29768 | 5.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 67276 | |
| d | 48659 | |
| i | 48408 | |
| t | 48404 | |
| n | 42942 | |
| e | 42241 | |
| c | 32843 | 6.6% |
| a | 32593 | 6.6% |
| s | 27614 | 5.6% |
| l | 22685 | 4.6% |
| Other values (11) | 83766 |
Common
| Value | Count | Frequency (%) |
| _ | 29768 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 527199 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 67276 | |
| d | 48659 | |
| i | 48408 | |
| t | 48404 | |
| n | 42942 | |
| e | 42241 | 8.0% |
| c | 32843 | 6.2% |
| a | 32593 | 6.2% |
| _ | 29768 | 5.6% |
| s | 27614 | 5.2% |
| Other values (12) | 106451 |
zip_code
Text
| Distinct | 832 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 300.7 KiB |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 192390 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 55 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 487xx |
|---|---|
| 2nd row | 115xx |
| 3rd row | 751xx |
| 4th row | 112xx |
| 5th row | 352xx |
| Value | Count | Frequency (%) |
| 100xx | 573 | 1.5% |
| 945xx | 502 | 1.3% |
| 606xx | 499 | 1.3% |
| 112xx | 492 | 1.3% |
| 070xx | 447 | 1.2% |
| 900xx | 438 | 1.1% |
| 300xx | 395 | 1.0% |
| 021xx | 375 | 1.0% |
| 750xx | 362 | 0.9% |
| 926xx | 354 | 0.9% |
| Other values (822) | 34041 |
Most occurring characters
| Value | Count | Frequency (%) |
| x | 76956 | |
| 0 | 19159 | 10.0% |
| 1 | 15128 | 7.9% |
| 2 | 13067 | 6.8% |
| 9 | 12179 | 6.3% |
| 3 | 12075 | 6.3% |
| 7 | 9870 | 5.1% |
| 4 | 8824 | 4.6% |
| 5 | 8804 | 4.6% |
| 8 | 8445 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 115434 | |
| Lowercase Letter | 76956 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 19159 | |
| 1 | 15128 | |
| 2 | 13067 | |
| 9 | 12179 | |
| 3 | 12075 | |
| 7 | 9870 | |
| 4 | 8824 | |
| 5 | 8804 | |
| 8 | 8445 | |
| 6 | 7883 |
Lowercase Letter
| Value | Count | Frequency (%) |
| x | 76956 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 115434 | |
| Latin | 76956 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 19159 | |
| 1 | 15128 | |
| 2 | 13067 | |
| 9 | 12179 | |
| 3 | 12075 | |
| 7 | 9870 | |
| 4 | 8824 | |
| 5 | 8804 | |
| 8 | 8445 | |
| 6 | 7883 |
Latin
| Value | Count | Frequency (%) |
| x | 76956 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 192390 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| x | 76956 | |
| 0 | 19159 | 10.0% |
| 1 | 15128 | 7.9% |
| 2 | 13067 | 6.8% |
| 9 | 12179 | 6.3% |
| 3 | 12075 | 6.3% |
| 7 | 9870 | 5.1% |
| 4 | 8824 | 4.6% |
| 5 | 8804 | 4.6% |
| 8 | 8445 | 4.4% |
addr_state
Categorical
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 300.7 KiB |
| CA | |
|---|---|
| NY | |
| FL | |
| TX | |
| NJ | 1795 |
| Other values (45) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 76956 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MI |
|---|---|
| 2nd row | NY |
| 3rd row | TX |
| 4th row | NY |
| 5th row | AL |
Common Values
| Value | Count | Frequency (%) |
| CA | 6754 | |
| NY | 3702 | 9.6% |
| FL | 2803 | 7.3% |
| TX | 2633 | 6.8% |
| NJ | 1795 | 4.7% |
| IL | 1523 | 4.0% |
| PA | 1491 | 3.9% |
| GA | 1371 | 3.6% |
| VA | 1343 | 3.5% |
| MA | 1285 | 3.3% |
| Other values (40) | 13778 |
Length
| Value | Count | Frequency (%) |
| ca | 6754 | |
| ny | 3702 | 9.6% |
| fl | 2803 | 7.3% |
| tx | 2633 | 6.8% |
| nj | 1795 | 4.7% |
| il | 1523 | 4.0% |
| pa | 1491 | 3.9% |
| ga | 1371 | 3.6% |
| va | 1343 | 3.5% |
| ma | 1285 | 3.3% |
| Other values (40) | 13778 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 15079 | |
| C | 9628 | |
| N | 7741 | |
| L | 5180 | 6.7% |
| M | 4578 | 5.9% |
| Y | 4093 | 5.3% |
| T | 3779 | 4.9% |
| O | 3360 | 4.4% |
| I | 3097 | 4.0% |
| F | 2803 | 3.6% |
| Other values (14) | 17618 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 76956 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 15079 | |
| C | 9628 | |
| N | 7741 | |
| L | 5180 | 6.7% |
| M | 4578 | 5.9% |
| Y | 4093 | 5.3% |
| T | 3779 | 4.9% |
| O | 3360 | 4.4% |
| I | 3097 | 4.0% |
| F | 2803 | 3.6% |
| Other values (14) | 17618 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 76956 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 15079 | |
| C | 9628 | |
| N | 7741 | |
| L | 5180 | 6.7% |
| M | 4578 | 5.9% |
| Y | 4093 | 5.3% |
| T | 3779 | 4.9% |
| O | 3360 | 4.4% |
| I | 3097 | 4.0% |
| F | 2803 | 3.6% |
| Other values (14) | 17618 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 76956 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 15079 | |
| C | 9628 | |
| N | 7741 | |
| L | 5180 | 6.7% |
| M | 4578 | 5.9% |
| Y | 4093 | 5.3% |
| T | 3779 | 4.9% |
| O | 3360 | 4.4% |
| I | 3097 | 4.0% |
| F | 2803 | 3.6% |
| Other values (14) | 17618 |
dti
Real number (ℝ)
| Distinct | 2877 |
|---|---|
| Distinct (%) | 7.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.376215 |
| Minimum | 0 |
|---|---|
| Maximum | 29.99 |
| Zeros | 190 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.1 |
| Q1 | 8.2 |
| median | 13.485 |
| Q3 | 18.69 |
| 95-th percentile | 23.92 |
| Maximum | 29.99 |
| Range | 29.99 |
| Interquartile range (IQR) | 10.49 |
Descriptive statistics
| Standard deviation | 6.7297127 |
|---|---|
| Coefficient of variation (CV) | 0.50311038 |
| Kurtosis | -0.85284363 |
| Mean | 13.376215 |
| Median Absolute Deviation (MAD) | 5.235 |
| Skewness | -0.0310279 |
| Sum | 514690.01 |
| Variance | 45.289033 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 190 | 0.5% |
| 12 | 44 | 0.1% |
| 18 | 42 | 0.1% |
| 16.8 | 39 | 0.1% |
| 19.2 | 39 | 0.1% |
| 13.2 | 39 | 0.1% |
| 12.48 | 38 | 0.1% |
| 4.8 | 35 | 0.1% |
| 15 | 35 | 0.1% |
| 13.5 | 34 | 0.1% |
| Other values (2867) | 37943 |
| Value | Count | Frequency (%) |
| 0 | 190 | |
| 0.01 | 3 | < 0.1% |
| 0.02 | 5 | < 0.1% |
| 0.03 | 2 | < 0.1% |
| 0.04 | 3 | < 0.1% |
| 0.05 | 2 | < 0.1% |
| 0.06 | 1 | < 0.1% |
| 0.07 | 4 | < 0.1% |
| 0.08 | 5 | < 0.1% |
| 0.09 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 29.99 | 1 | < 0.1% |
| 29.96 | 1 | < 0.1% |
| 29.95 | 1 | < 0.1% |
| 29.93 | 3 | |
| 29.92 | 2 | |
| 29.89 | 1 | < 0.1% |
| 29.88 | 1 | < 0.1% |
| 29.86 | 2 | |
| 29.85 | 1 | < 0.1% |
| 29.83 | 1 | < 0.1% |
delinq_2yrs
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.15193097 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 34200 |
| Zeros (%) | 88.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5075978 |
|---|---|
| Coefficient of variation (CV) | 3.3409764 |
| Kurtosis | 42.56804 |
| Mean | 0.15193097 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.1435969 |
| Sum | 5846 |
| Variance | 0.25765552 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 34200 | |
| 1 | 3244 | 8.4% |
| 2 | 700 | 1.8% |
| 3 | 224 | 0.6% |
| 4 | 62 | 0.2% |
| 5 | 26 | 0.1% |
| 6 | 13 | < 0.1% |
| 7 | 5 | < 0.1% |
| 11 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 34200 | |
| 1 | 3244 | 8.4% |
| 2 | 700 | 1.8% |
| 3 | 224 | 0.6% |
| 4 | 62 | 0.2% |
| 5 | 26 | 0.1% |
| 6 | 13 | < 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 11 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 7 | 5 | < 0.1% |
| 6 | 13 | < 0.1% |
| 5 | 26 | 0.1% |
| 4 | 62 | 0.2% |
| 3 | 224 | 0.6% |
| 2 | 700 | 1.8% |
| 1 | 3244 |
earliest_cr_line
Text
| Distinct | 528 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 300.7 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 230868 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 35 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Aug-05 |
|---|---|
| 2nd row | Apr-94 |
| 3rd row | Mar-98 |
| 4th row | Jan-75 |
| 5th row | Apr-98 |
| Value | Count | Frequency (%) |
| nov-98 | 352 | 0.9% |
| oct-99 | 351 | 0.9% |
| oct-00 | 339 | 0.9% |
| dec-98 | 326 | 0.8% |
| nov-99 | 314 | 0.8% |
| nov-00 | 311 | 0.8% |
| dec-97 | 305 | 0.8% |
| sep-00 | 301 | 0.8% |
| oct-98 | 296 | 0.8% |
| nov-97 | 288 | 0.7% |
| Other values (518) | 35295 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 38478 | |
| 9 | 22596 | 9.8% |
| 0 | 18766 | 8.1% |
| e | 10137 | 4.4% |
| J | 9143 | 4.0% |
| u | 8997 | 3.9% |
| a | 8870 | 3.8% |
| 8 | 8151 | 3.5% |
| c | 7826 | 3.4% |
| p | 6192 | 2.7% |
| Other values (23) | 91712 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 76956 | |
| Lowercase Letter | 76956 | |
| Dash Punctuation | 38478 | |
| Uppercase Letter | 38478 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 10137 | |
| u | 8997 | |
| a | 8870 | |
| c | 7826 | |
| p | 6192 | |
| n | 6164 | |
| r | 5411 | |
| t | 3961 | 5.1% |
| o | 3815 | 5.0% |
| v | 3815 | 5.0% |
| Other values (4) | 11768 |
Decimal Number
| Value | Count | Frequency (%) |
| 9 | 22596 | |
| 0 | 18766 | |
| 8 | 8151 | 10.6% |
| 7 | 4652 | 6.0% |
| 4 | 4127 | 5.4% |
| 6 | 4124 | 5.4% |
| 5 | 4087 | 5.3% |
| 3 | 3656 | 4.8% |
| 1 | 3610 | 4.7% |
| 2 | 3187 | 4.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 9143 | |
| A | 5889 | |
| M | 5533 | |
| O | 3961 | |
| D | 3865 | |
| N | 3815 | |
| S | 3494 | 9.1% |
| F | 2778 | 7.2% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 38478 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 115434 | |
| Latin | 115434 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 10137 | 8.8% |
| J | 9143 | 7.9% |
| u | 8997 | 7.8% |
| a | 8870 | 7.7% |
| c | 7826 | 6.8% |
| p | 6192 | 5.4% |
| n | 6164 | 5.3% |
| A | 5889 | 5.1% |
| M | 5533 | 4.8% |
| r | 5411 | 4.7% |
| Other values (12) | 41272 |
Common
| Value | Count | Frequency (%) |
| - | 38478 | |
| 9 | 22596 | |
| 0 | 18766 | |
| 8 | 8151 | 7.1% |
| 7 | 4652 | 4.0% |
| 4 | 4127 | 3.6% |
| 6 | 4124 | 3.6% |
| 5 | 4087 | 3.5% |
| 3 | 3656 | 3.2% |
| 1 | 3610 | 3.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 230868 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| - | 38478 | |
| 9 | 22596 | 9.8% |
| 0 | 18766 | 8.1% |
| e | 10137 | 4.4% |
| J | 9143 | 4.0% |
| u | 8997 | 3.9% |
| a | 8870 | 3.8% |
| 8 | 8151 | 3.5% |
| c | 7826 | 3.4% |
| p | 6192 | 2.7% |
| Other values (23) | 91712 |
inq_last_6mths
Real number (ℝ)
ZEROS 
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0839701 |
| Minimum | 0 |
|---|---|
| Maximum | 33 |
| Zeros | 17787 |
| Zeros (%) | 46.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 33 |
| Range | 33 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5348241 |
|---|---|
| Coefficient of variation (CV) | 1.4159285 |
| Kurtosis | 32.588372 |
| Mean | 1.0839701 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 3.5358174 |
| Sum | 41709 |
| Variance | 2.355685 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17787 | |
| 1 | 10149 | |
| 2 | 5452 | 14.2% |
| 3 | 2878 | 7.5% |
| 4 | 955 | 2.5% |
| 5 | 551 | 1.4% |
| 6 | 304 | 0.8% |
| 7 | 165 | 0.4% |
| 8 | 104 | 0.3% |
| 9 | 45 | 0.1% |
| Other values (18) | 88 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 17787 | |
| 1 | 10149 | |
| 2 | 5452 | 14.2% |
| 3 | 2878 | 7.5% |
| 4 | 955 | 2.5% |
| 5 | 551 | 1.4% |
| 6 | 304 | 0.8% |
| 7 | 165 | 0.4% |
| 8 | 104 | 0.3% |
| 9 | 45 | 0.1% |
| Value | Count | Frequency (%) |
| 33 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 31 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 24 | 2 | |
| 20 | 1 | < 0.1% |
| 19 | 2 | |
| 18 | 4 |
mths_since_last_delinq
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 93 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 24362 |
| Missing (%) | 63.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.012326 |
| Minimum | 0 |
|---|---|
| Maximum | 120 |
| Zeros | 745 |
| Zeros (%) | 1.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 17 |
| median | 33 |
| Q3 | 51 |
| 95-th percentile | 75 |
| Maximum | 120 |
| Range | 120 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 22.425701 |
|---|---|
| Coefficient of variation (CV) | 0.64050874 |
| Kurtosis | -0.86678787 |
| Mean | 35.012326 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.29878963 |
| Sum | 494234 |
| Variance | 502.91207 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 745 | 1.9% |
| 30 | 246 | 0.6% |
| 19 | 242 | 0.6% |
| 15 | 238 | 0.6% |
| 24 | 235 | 0.6% |
| 23 | 234 | 0.6% |
| 18 | 232 | 0.6% |
| 38 | 224 | 0.6% |
| 20 | 223 | 0.6% |
| 31 | 222 | 0.6% |
| Other values (83) | 11275 | |
| (Missing) | 24362 |
| Value | Count | Frequency (%) |
| 0 | 745 | |
| 1 | 30 | 0.1% |
| 2 | 106 | 0.3% |
| 3 | 143 | 0.4% |
| 4 | 153 | 0.4% |
| 5 | 145 | 0.4% |
| 6 | 202 | 0.5% |
| 7 | 184 | 0.5% |
| 8 | 169 | 0.4% |
| 9 | 175 | 0.5% |
| Value | Count | Frequency (%) |
| 120 | 1 | < 0.1% |
| 115 | 1 | < 0.1% |
| 106 | 1 | < 0.1% |
| 103 | 1 | < 0.1% |
| 96 | 1 | < 0.1% |
| 95 | 1 | < 0.1% |
| 89 | 1 | < 0.1% |
| 86 | 2 | < 0.1% |
| 85 | 1 | < 0.1% |
| 83 | 5 |
open_acc
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 43 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.3432091 |
| Minimum | 1 |
|---|---|
| Maximum | 47 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 6 |
| median | 9 |
| Q3 | 12 |
| 95-th percentile | 18 |
| Maximum | 47 |
| Range | 46 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.4978809 |
|---|---|
| Coefficient of variation (CV) | 0.48140642 |
| Kurtosis | 1.8739804 |
| Mean | 9.3432091 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.0385054 |
| Sum | 359508 |
| Variance | 20.230932 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 3847 | |
| 8 | 3778 | |
| 6 | 3756 | |
| 9 | 3547 | |
| 5 | 3086 | 8.0% |
| 10 | 3059 | 7.9% |
| 11 | 2686 | 7.0% |
| 4 | 2268 | 5.9% |
| 12 | 2167 | 5.6% |
| 13 | 1864 | 4.8% |
| Other values (33) | 8420 |
| Value | Count | Frequency (%) |
| 1 | 34 | 0.1% |
| 2 | 631 | 1.6% |
| 3 | 1447 | 3.8% |
| 4 | 2268 | |
| 5 | 3086 | |
| 6 | 3756 | |
| 7 | 3847 | |
| 8 | 3778 | |
| 9 | 3547 | |
| 10 | 3059 |
| Value | Count | Frequency (%) |
| 47 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 41 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 38 | 2 | < 0.1% |
| 37 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 35 | 2 | < 0.1% |
| 34 | 8 |
pub_rec
Real number (ℝ)
ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.057903217 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 36339 |
| Zeros (%) | 94.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.24571022 |
|---|---|
| Coefficient of variation (CV) | 4.243464 |
| Kurtosis | 27.978845 |
| Mean | 0.057903217 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.665772 |
| Sum | 2228 |
| Variance | 0.060373512 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 36339 | |
| 1 | 2068 | 5.4% |
| 2 | 57 | 0.1% |
| 3 | 11 | < 0.1% |
| 4 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 36339 | |
| 1 | 2068 | 5.4% |
| 2 | 57 | 0.1% |
| 3 | 11 | < 0.1% |
| 4 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5 | 1 | < 0.1% |
| 4 | 2 | < 0.1% |
| 3 | 11 | < 0.1% |
| 2 | 57 | 0.1% |
| 1 | 2068 | 5.4% |
| 0 | 36339 |
revol_bal
Real number (ℝ)
ZEROS 
| Distinct | 21470 |
|---|---|
| Distinct (%) | 55.8% |
| Missing | 3 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14290.238 |
| Minimum | 0 |
|---|---|
| Maximum | 1207359 |
| Zeros | 976 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 300 |
| Q1 | 3640 |
| median | 8840 |
| Q3 | 17266 |
| 95-th percentile | 44323.3 |
| Maximum | 1207359 |
| Range | 1207359 |
| Interquartile range (IQR) | 13626 |
Descriptive statistics
| Standard deviation | 21941.541 |
|---|---|
| Coefficient of variation (CV) | 1.5354217 |
| Kurtosis | 368.45607 |
| Mean | 14290.238 |
| Median Absolute Deviation (MAD) | 6096 |
| Skewness | 11.258751 |
| Sum | 5.498169 × 108 |
| Variance | 4.8143124 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 976 | 2.5% |
| 255 | 14 | < 0.1% |
| 298 | 14 | < 0.1% |
| 400 | 10 | < 0.1% |
| 52 | 10 | < 0.1% |
| 6 | 10 | < 0.1% |
| 1 | 10 | < 0.1% |
| 182 | 9 | < 0.1% |
| 2725 | 9 | < 0.1% |
| 346 | 9 | < 0.1% |
| Other values (21460) | 37404 |
| Value | Count | Frequency (%) |
| 0 | 976 | |
| 1 | 10 | < 0.1% |
| 2 | 6 | < 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 6 | < 0.1% |
| 6 | 10 | < 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 4 | < 0.1% |
| 9 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 1207359 | 1 | |
| 952013 | 1 | |
| 508961 | 1 | |
| 487589 | 1 | |
| 423189 | 1 | |
| 407794 | 1 | |
| 401941 | 1 | |
| 394107 | 1 | |
| 388892 | 1 | |
| 385489 | 1 |
revol_util
Text
| Distinct | 1107 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 59 |
| Missing (%) | 0.2% |
| Memory size | 300.7 KiB |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.5226581 |
| Min length | 2 |
Characters and Unicode
| Total characters | 212175 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 103 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | 21.30% |
|---|---|
| 2nd row | 99.90% |
| 3rd row | 47.20% |
| 4th row | 0% |
| 5th row | 0% |
| Value | Count | Frequency (%) |
| 0 | 949 | 2.5% |
| 0.10 | 60 | 0.2% |
| 0.20 | 60 | 0.2% |
| 70.40 | 59 | 0.2% |
| 35.30 | 57 | 0.1% |
| 31.20 | 55 | 0.1% |
| 76.60 | 55 | 0.1% |
| 46.60 | 55 | 0.1% |
| 37.60 | 55 | 0.1% |
| 70.10 | 54 | 0.1% |
| Other values (1097) | 36960 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 38435 | |
| % | 38419 | |
| . | 33725 | |
| 4 | 11720 | 5.5% |
| 7 | 11656 | 5.5% |
| 5 | 11595 | 5.5% |
| 6 | 11581 | 5.5% |
| 3 | 11499 | 5.4% |
| 2 | 11199 | 5.3% |
| 8 | 11080 | 5.2% |
| Other values (2) | 21266 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 140031 | |
| Other Punctuation | 72144 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 38435 | |
| 4 | 11720 | 8.4% |
| 7 | 11656 | 8.3% |
| 5 | 11595 | 8.3% |
| 6 | 11581 | 8.3% |
| 3 | 11499 | 8.2% |
| 2 | 11199 | 8.0% |
| 8 | 11080 | 7.9% |
| 1 | 10725 | 7.7% |
| 9 | 10541 | 7.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| % | 38419 | |
| . | 33725 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 212175 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 38435 | |
| % | 38419 | |
| . | 33725 | |
| 4 | 11720 | 5.5% |
| 7 | 11656 | 5.5% |
| 5 | 11595 | 5.5% |
| 6 | 11581 | 5.5% |
| 3 | 11499 | 5.4% |
| 2 | 11199 | 5.3% |
| 8 | 11080 | 5.2% |
| Other values (2) | 21266 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 212175 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 38435 | |
| % | 38419 | |
| . | 33725 | |
| 4 | 11720 | 5.5% |
| 7 | 11656 | 5.5% |
| 5 | 11595 | 5.5% |
| 6 | 11581 | 5.5% |
| 3 | 11499 | 5.4% |
| 2 | 11199 | 5.3% |
| 8 | 11080 | 5.2% |
| Other values (2) | 21266 |
total_acc
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 81 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.109049 |
| Minimum | 1 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 13 |
| median | 20 |
| Q3 | 29 |
| 95-th percentile | 44 |
| Maximum | 90 |
| Range | 89 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 11.588253 |
|---|---|
| Coefficient of variation (CV) | 0.52414073 |
| Kurtosis | 0.65524708 |
| Mean | 22.109049 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.82306414 |
| Sum | 850712 |
| Variance | 134.28761 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15 | 1423 | 3.7% |
| 16 | 1408 | 3.7% |
| 14 | 1387 | 3.6% |
| 17 | 1385 | 3.6% |
| 18 | 1362 | 3.5% |
| 20 | 1351 | 3.5% |
| 13 | 1342 | 3.5% |
| 21 | 1335 | 3.5% |
| 12 | 1286 | 3.3% |
| 19 | 1276 | 3.3% |
| Other values (71) | 24923 |
| Value | Count | Frequency (%) |
| 1 | 19 | < 0.1% |
| 2 | 34 | 0.1% |
| 3 | 220 | 0.6% |
| 4 | 438 | 1.1% |
| 5 | 571 | |
| 6 | 691 | |
| 7 | 814 | |
| 8 | 967 | |
| 9 | 1032 | |
| 10 | 1142 |
| Value | Count | Frequency (%) |
| 90 | 1 | < 0.1% |
| 87 | 1 | < 0.1% |
| 80 | 1 | < 0.1% |
| 79 | 2 | |
| 77 | 1 | < 0.1% |
| 76 | 2 | |
| 75 | 2 | |
| 74 | 1 | < 0.1% |
| 73 | 3 | |
| 72 | 1 | < 0.1% |
total_pymnt
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 36820 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11981.008 |
| Minimum | 0 |
|---|---|
| Maximum | 58563.68 |
| Zeros | 20 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1803.9849 |
| Q1 | 5463.1711 |
| median | 9673.6349 |
| Q3 | 16402.677 |
| 95-th percentile | 30074.861 |
| Maximum | 58563.68 |
| Range | 58563.68 |
| Interquartile range (IQR) | 10939.506 |
Descriptive statistics
| Standard deviation | 9006.4151 |
|---|---|
| Coefficient of variation (CV) | 0.75172431 |
| Kurtosis | 2.0132894 |
| Mean | 11981.008 |
| Median Absolute Deviation (MAD) | 4976.349 |
| Skewness | 1.3476654 |
| Sum | 4.6100524 × 108 |
| Variance | 81115514 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11196.56943 | 21 | 0.1% |
| 0 | 20 | 0.1% |
| 11784.23223 | 16 | < 0.1% |
| 10956.77596 | 15 | < 0.1% |
| 13148.13786 | 14 | < 0.1% |
| 5478.387981 | 14 | < 0.1% |
| 5557.025543 | 13 | < 0.1% |
| 13435.90021 | 12 | < 0.1% |
| 13263.95464 | 12 | < 0.1% |
| 4343.013754 | 10 | < 0.1% |
| Other values (36810) | 38331 |
| Value | Count | Frequency (%) |
| 0 | 20 | |
| 35.71 | 1 | < 0.1% |
| 44.92 | 2 | < 0.1% |
| 44.96 | 1 | < 0.1% |
| 57.18 | 1 | < 0.1% |
| 61.71 | 1 | < 0.1% |
| 66.77 | 1 | < 0.1% |
| 67.32 | 1 | < 0.1% |
| 69.64 | 1 | < 0.1% |
| 69.77 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 58563.67993 | 1 | |
| 58480.13992 | 1 | |
| 57835.27991 | 1 | |
| 56849.26986 | 1 | |
| 56199.43995 | 1 | |
| 55906.9499 | 1 | |
| 55768.77995 | 1 | |
| 55138.99996 | 1 | |
| 55106.27994 | 1 | |
| 54774.41992 | 1 |
total_pymnt_inv
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 36374 |
|---|---|
| Distinct (%) | 94.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11274.813 |
| Minimum | 0 |
|---|---|
| Maximum | 58563.68 |
| Zeros | 261 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1169.3535 |
| Q1 | 4811.98 |
| median | 8954.01 |
| Q3 | 15486.997 |
| 95-th percentile | 29440.615 |
| Maximum | 58563.68 |
| Range | 58563.68 |
| Interquartile range (IQR) | 10675.017 |
Descriptive statistics
| Standard deviation | 8946.1616 |
|---|---|
| Coefficient of variation (CV) | 0.79346432 |
| Kurtosis | 2.0559067 |
| Mean | 11274.813 |
| Median Absolute Deviation (MAD) | 4960.4 |
| Skewness | 1.3624561 |
| Sum | 4.3383224 × 108 |
| Variance | 80033806 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 261 | 0.7% |
| 6514.52 | 14 | < 0.1% |
| 5478.39 | 13 | < 0.1% |
| 13148.14 | 13 | < 0.1% |
| 10956.78 | 12 | < 0.1% |
| 6717.95 | 12 | < 0.1% |
| 5557.03 | 11 | < 0.1% |
| 13517.36 | 11 | < 0.1% |
| 11784.23 | 10 | < 0.1% |
| 7328.92 | 10 | < 0.1% |
| Other values (36364) | 38111 |
| Value | Count | Frequency (%) |
| 0 | 261 | |
| 0.51 | 1 | < 0.1% |
| 0.54 | 1 | < 0.1% |
| 0.92 | 1 | < 0.1% |
| 11.21 | 1 | < 0.1% |
| 12.65 | 1 | < 0.1% |
| 16.82 | 1 | < 0.1% |
| 18.97 | 1 | < 0.1% |
| 20.98 | 1 | < 0.1% |
| 21.6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 58563.68 | 1 | |
| 58438.37 | 1 | |
| 57628.73 | 1 | |
| 56515.16 | 1 | |
| 55867.02 | 1 | |
| 55579.28 | 1 | |
| 55066.92 | 1 | |
| 54675.68 | 1 | |
| 54432.79 | 1 | |
| 54241.58 | 1 |
total_rec_prncp
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 7907 |
|---|---|
| Distinct (%) | 20.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9646.6634 |
| Minimum | 0 |
|---|---|
| Maximum | 35000.02 |
| Zeros | 74 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1203.308 |
| Q1 | 4400 |
| median | 8000 |
| Q3 | 13317.515 |
| 95-th percentile | 24250 |
| Maximum | 35000.02 |
| Range | 35000.02 |
| Interquartile range (IQR) | 8917.515 |
Descriptive statistics
| Standard deviation | 7051.7485 |
|---|---|
| Coefficient of variation (CV) | 0.73100389 |
| Kurtosis | 1.1031082 |
| Mean | 9646.6634 |
| Median Absolute Deviation (MAD) | 4000 |
| Skewness | 1.1221576 |
| Sum | 3.7118431 × 108 |
| Variance | 49727156 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 2181 | 5.7% |
| 12000 | 1729 | 4.5% |
| 5000 | 1650 | 4.3% |
| 6000 | 1565 | 4.1% |
| 15000 | 1349 | 3.5% |
| 8000 | 1281 | 3.3% |
| 20000 | 1033 | 2.7% |
| 4000 | 937 | 2.4% |
| 3000 | 865 | 2.2% |
| 7000 | 812 | 2.1% |
| Other values (7897) | 25076 |
| Value | Count | Frequency (%) |
| 0 | 74 | |
| 21.21 | 1 | < 0.1% |
| 21.93 | 1 | < 0.1% |
| 23.68 | 1 | < 0.1% |
| 24.87 | 1 | < 0.1% |
| 30.32 | 1 | < 0.1% |
| 32.51 | 1 | < 0.1% |
| 34.5 | 1 | < 0.1% |
| 35.14 | 1 | < 0.1% |
| 35.8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000.02 | 1 | < 0.1% |
| 35000.01 | 1 | < 0.1% |
| 35000 | 333 | |
| 34999.99 | 4 | < 0.1% |
| 34999.98 | 1 | < 0.1% |
| 34999.97 | 1 | < 0.1% |
| 34800 | 1 | < 0.1% |
| 34675 | 1 | < 0.1% |
| 34525 | 1 | < 0.1% |
| 34475.01 | 1 | < 0.1% |
total_rec_int
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 34249 |
|---|---|
| Distinct (%) | 89.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2232.8263 |
| Minimum | 0 |
|---|---|
| Maximum | 23611.1 |
| Zeros | 71 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 185.617 |
| Q1 | 657.7325 |
| median | 1335.09 |
| Q3 | 2795.125 |
| 95-th percentile | 7419.006 |
| Maximum | 23611.1 |
| Range | 23611.1 |
| Interquartile range (IQR) | 2137.3925 |
Descriptive statistics
| Standard deviation | 2570.1855 |
|---|---|
| Coefficient of variation (CV) | 1.1510907 |
| Kurtosis | 10.012057 |
| Mean | 2232.8263 |
| Median Absolute Deviation (MAD) | 854.82 |
| Skewness | 2.7014866 |
| Sum | 85914689 |
| Variance | 6605853.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 71 | 0.2% |
| 1196.57 | 21 | 0.1% |
| 1784.23 | 17 | < 0.1% |
| 514.52 | 17 | < 0.1% |
| 956.78 | 16 | < 0.1% |
| 717.95 | 16 | < 0.1% |
| 1148.14 | 16 | < 0.1% |
| 478.39 | 15 | < 0.1% |
| 1517.36 | 13 | < 0.1% |
| 557.03 | 13 | < 0.1% |
| Other values (34239) | 38263 |
| Value | Count | Frequency (%) |
| 0 | 71 | |
| 3.54 | 1 | < 0.1% |
| 6.22 | 1 | < 0.1% |
| 6.27 | 1 | < 0.1% |
| 7.19 | 1 | < 0.1% |
| 7.2 | 2 | < 0.1% |
| 8.06 | 1 | < 0.1% |
| 8.92 | 1 | < 0.1% |
| 9.34 | 1 | < 0.1% |
| 9.49 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 23611.1 | 1 | |
| 23563.68 | 1 | |
| 23480.14 | 1 | |
| 22835.28 | 1 | |
| 22816.85 | 1 | |
| 22710.04 | 1 | |
| 22709.2 | 1 | |
| 22708.9 | 1 | |
| 22703.37 | 1 | |
| 22574.73 | 1 |
last_pymnt_d
Text
| Distinct | 103 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 71 |
| Missing (%) | 0.2% |
| Memory size | 300.7 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 230442 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Jul-13 |
|---|---|
| 2nd row | Nov-11 |
| 3rd row | Mar-14 |
| 4th row | Feb-14 |
| 5th row | May-13 |
| Value | Count | Frequency (%) |
| jun-16 | 1022 | 2.7% |
| mar-13 | 966 | 2.5% |
| dec-14 | 870 | 2.3% |
| may-13 | 856 | 2.2% |
| feb-13 | 808 | 2.1% |
| apr-13 | 806 | 2.1% |
| mar-12 | 801 | 2.1% |
| aug-12 | 798 | 2.1% |
| oct-12 | 781 | 2.0% |
| aug-14 | 758 | 2.0% |
| Other values (93) | 29941 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 42586 | |
| - | 38407 | |
| u | 10078 | 4.4% |
| J | 9872 | 4.3% |
| a | 9730 | 4.2% |
| e | 9481 | 4.1% |
| 3 | 8883 | 3.9% |
| 2 | 8463 | 3.7% |
| 4 | 8438 | 3.7% |
| M | 6815 | 3.0% |
| Other values (23) | 77689 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 76814 | |
| Lowercase Letter | 76814 | |
| Dash Punctuation | 38407 | |
| Uppercase Letter | 38407 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| u | 10078 | |
| a | 9730 | |
| e | 9481 | |
| n | 6783 | |
| r | 6761 | |
| c | 6582 | |
| p | 6000 | |
| t | 3186 | 4.1% |
| b | 3161 | 4.1% |
| y | 3130 | 4.1% |
| Other values (4) | 11922 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 42586 | |
| 3 | 8883 | 11.6% |
| 2 | 8463 | 11.0% |
| 4 | 8438 | 11.0% |
| 0 | 3237 | 4.2% |
| 5 | 2264 | 2.9% |
| 6 | 1887 | 2.5% |
| 9 | 757 | 1.0% |
| 8 | 297 | 0.4% |
| 7 | 2 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 9872 | |
| M | 6815 | |
| A | 6197 | |
| D | 3396 | 8.8% |
| O | 3186 | 8.3% |
| F | 3161 | 8.2% |
| S | 2924 | 7.6% |
| N | 2856 | 7.4% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 38407 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 115221 | |
| Latin | 115221 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| u | 10078 | 8.7% |
| J | 9872 | 8.6% |
| a | 9730 | 8.4% |
| e | 9481 | 8.2% |
| M | 6815 | 5.9% |
| n | 6783 | 5.9% |
| r | 6761 | 5.9% |
| c | 6582 | 5.7% |
| A | 6197 | 5.4% |
| p | 6000 | 5.2% |
| Other values (12) | 36922 |
Common
| Value | Count | Frequency (%) |
| 1 | 42586 | |
| - | 38407 | |
| 3 | 8883 | 7.7% |
| 2 | 8463 | 7.3% |
| 4 | 8438 | 7.3% |
| 0 | 3237 | 2.8% |
| 5 | 2264 | 2.0% |
| 6 | 1887 | 1.6% |
| 9 | 757 | 0.7% |
| 8 | 297 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 230442 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 42586 | |
| - | 38407 | |
| u | 10078 | 4.4% |
| J | 9872 | 4.3% |
| a | 9730 | 4.2% |
| e | 9481 | 4.1% |
| 3 | 8883 | 3.9% |
| 2 | 8463 | 3.7% |
| 4 | 8438 | 3.7% |
| M | 6815 | 3.0% |
| Other values (23) | 77689 |
last_pymnt_amnt
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 33868 |
|---|---|
| Distinct (%) | 88.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2614.5097 |
| Minimum | 0 |
|---|---|
| Maximum | 36115.2 |
| Zeros | 77 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 39.8855 |
| Q1 | 212.0325 |
| median | 526.005 |
| Q3 | 3169.9625 |
| 95-th percentile | 12064.072 |
| Maximum | 36115.2 |
| Range | 36115.2 |
| Interquartile range (IQR) | 2957.93 |
Descriptive statistics
| Standard deviation | 4392.0064 |
|---|---|
| Coefficient of variation (CV) | 1.6798585 |
| Kurtosis | 9.1182667 |
| Mean | 2614.5097 |
| Median Absolute Deviation (MAD) | 430.445 |
| Skewness | 2.7470832 |
| Sum | 1.006011 × 108 |
| Variance | 19289720 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 77 | 0.2% |
| 276.06 | 17 | < 0.1% |
| 200 | 17 | < 0.1% |
| 50 | 16 | < 0.1% |
| 100 | 15 | < 0.1% |
| 150 | 13 | < 0.1% |
| 500 | 11 | < 0.1% |
| 773.44 | 10 | < 0.1% |
| 400 | 9 | < 0.1% |
| 280.91 | 9 | < 0.1% |
| Other values (33858) | 38284 |
| Value | Count | Frequency (%) |
| 0 | 77 | |
| 0.01 | 1 | < 0.1% |
| 0.02 | 1 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.13 | 1 | < 0.1% |
| 0.16 | 1 | < 0.1% |
| 0.2 | 1 | < 0.1% |
| 0.24 | 1 | < 0.1% |
| 0.25 | 1 | < 0.1% |
| 0.28 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 36115.2 | 1 | |
| 35613.68 | 1 | |
| 35596.41 | 1 | |
| 35479.89 | 1 | |
| 35471.86 | 1 | |
| 35395.59 | 1 | |
| 35339.05 | 1 | |
| 35337.09 | 1 | |
| 35322.96 | 1 | |
| 35322.6 | 1 |
next_pymnt_d
Text
MISSING 
| Distinct | 101 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 35097 |
| Missing (%) | 91.2% |
| Memory size | 300.7 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 20286 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 6 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | Aug-13 |
|---|---|
| 2nd row | Jun-13 |
| 3rd row | Sep-10 |
| 4th row | Jan-12 |
| 5th row | Jul-11 |
| Value | Count | Frequency (%) |
| jul-16 | 909 | |
| mar-11 | 100 | 3.0% |
| apr-11 | 87 | 2.6% |
| feb-11 | 85 | 2.5% |
| jan-11 | 72 | 2.1% |
| dec-10 | 67 | 2.0% |
| may-11 | 65 | 1.9% |
| sep-11 | 59 | 1.7% |
| jun-11 | 58 | 1.7% |
| nov-10 | 51 | 1.5% |
| Other values (91) | 1828 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 3744 | |
| - | 3381 | |
| J | 1444 | 7.1% |
| u | 1436 | 7.1% |
| l | 1070 | 5.3% |
| 6 | 919 | 4.5% |
| 0 | 840 | 4.1% |
| a | 651 | 3.2% |
| e | 635 | 3.1% |
| c | 494 | 2.4% |
| Other values (23) | 5672 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6762 | |
| Lowercase Letter | 6762 | |
| Dash Punctuation | 3381 | |
| Uppercase Letter | 3381 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| u | 1436 | |
| l | 1070 | |
| a | 651 | |
| e | 635 | |
| c | 494 | 7.3% |
| r | 465 | 6.9% |
| p | 398 | 5.9% |
| n | 374 | 5.5% |
| t | 232 | 3.4% |
| v | 209 | 3.1% |
| Other values (4) | 798 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 3744 | |
| 6 | 919 | 13.6% |
| 0 | 840 | 12.4% |
| 2 | 423 | 6.3% |
| 3 | 335 | 5.0% |
| 9 | 285 | 4.2% |
| 8 | 90 | 1.3% |
| 5 | 70 | 1.0% |
| 4 | 55 | 0.8% |
| 7 | 1 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 1444 | |
| M | 452 | 13.4% |
| A | 409 | 12.1% |
| D | 262 | 7.7% |
| O | 232 | 6.9% |
| N | 209 | 6.2% |
| F | 193 | 5.7% |
| S | 180 | 5.3% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 3381 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10143 | |
| Latin | 10143 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| J | 1444 | |
| u | 1436 | |
| l | 1070 | 10.5% |
| a | 651 | 6.4% |
| e | 635 | 6.3% |
| c | 494 | 4.9% |
| r | 465 | 4.6% |
| M | 452 | 4.5% |
| A | 409 | 4.0% |
| p | 398 | 3.9% |
| Other values (12) | 2689 |
Common
| Value | Count | Frequency (%) |
| 1 | 3744 | |
| - | 3381 | |
| 6 | 919 | 9.1% |
| 0 | 840 | 8.3% |
| 2 | 423 | 4.2% |
| 3 | 335 | 3.3% |
| 9 | 285 | 2.8% |
| 8 | 90 | 0.9% |
| 5 | 70 | 0.7% |
| 4 | 55 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 20286 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 3744 | |
| - | 3381 | |
| J | 1444 | 7.1% |
| u | 1436 | 7.1% |
| l | 1070 | 5.3% |
| 6 | 919 | 4.5% |
| 0 | 840 | 4.1% |
| a | 651 | 3.2% |
| e | 635 | 3.1% |
| c | 494 | 2.4% |
| Other values (23) | 5672 |
| Distinct | 108 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 3 |
| Missing (%) | < 0.1% |
| Memory size | 300.7 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 230850 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Jun-16 |
|---|---|
| 2nd row | Mar-12 |
| 3rd row | Mar-14 |
| 4th row | Jun-16 |
| 5th row | Jun-16 |
| Value | Count | Frequency (%) |
| jun-16 | 11342 | |
| mar-16 | 1015 | 2.6% |
| apr-16 | 816 | 2.1% |
| feb-13 | 794 | 2.1% |
| may-16 | 695 | 1.8% |
| feb-16 | 664 | 1.7% |
| dec-15 | 602 | 1.6% |
| jan-16 | 591 | 1.5% |
| mar-13 | 564 | 1.5% |
| mar-14 | 522 | 1.4% |
| Other values (98) | 20870 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 40355 | |
| - | 38475 | |
| J | 16922 | 7.3% |
| u | 16904 | 7.3% |
| 6 | 15123 | 6.6% |
| n | 14974 | 6.5% |
| a | 7638 | 3.3% |
| e | 7274 | 3.2% |
| r | 5757 | 2.5% |
| 4 | 5726 | 2.5% |
| Other values (23) | 61702 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 76950 | |
| Lowercase Letter | 76950 | |
| Dash Punctuation | 38475 | |
| Uppercase Letter | 38475 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| u | 16904 | |
| n | 14974 | |
| a | 7638 | |
| e | 7274 | |
| r | 5757 | 7.5% |
| p | 4644 | 6.0% |
| c | 4293 | 5.6% |
| b | 2898 | 3.8% |
| y | 2520 | 3.3% |
| o | 2098 | 2.7% |
| Other values (4) | 7950 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 40355 | |
| 6 | 15123 | 19.7% |
| 4 | 5726 | 7.4% |
| 5 | 5084 | 6.6% |
| 3 | 4875 | 6.3% |
| 2 | 3882 | 5.0% |
| 0 | 1456 | 1.9% |
| 9 | 351 | 0.5% |
| 8 | 56 | 0.1% |
| 7 | 42 | 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 16922 | |
| M | 5675 | 14.7% |
| A | 4547 | 11.8% |
| F | 2898 | 7.5% |
| D | 2334 | 6.1% |
| N | 2098 | 5.5% |
| S | 2042 | 5.3% |
| O | 1959 | 5.1% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 38475 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 115425 | |
| Latin | 115425 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| J | 16922 | |
| u | 16904 | |
| n | 14974 | |
| a | 7638 | 6.6% |
| e | 7274 | 6.3% |
| r | 5757 | 5.0% |
| M | 5675 | 4.9% |
| p | 4644 | 4.0% |
| A | 4547 | 3.9% |
| c | 4293 | 3.7% |
| Other values (12) | 26797 |
Common
| Value | Count | Frequency (%) |
| 1 | 40355 | |
| - | 38475 | |
| 6 | 15123 | 13.1% |
| 4 | 5726 | 5.0% |
| 5 | 5084 | 4.4% |
| 3 | 4875 | 4.2% |
| 2 | 3882 | 3.4% |
| 0 | 1456 | 1.3% |
| 9 | 351 | 0.3% |
| 8 | 56 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 230850 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 40355 | |
| - | 38475 | |
| J | 16922 | 7.3% |
| u | 16904 | 7.3% |
| 6 | 15123 | 6.6% |
| n | 14974 | 6.5% |
| a | 7638 | 3.3% |
| e | 7274 | 3.2% |
| r | 5757 | 2.5% |
| 4 | 5726 | 2.5% |
| Other values (23) | 61702 |
repay_fail
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 300.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 38478 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 32650 | |
| 1 | 5828 | 15.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 32650 | |
| 1 | 5828 | 15.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 32650 | |
| 1 | 5828 | 15.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 38478 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 32650 | |
| 1 | 5828 | 15.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 38478 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 32650 | |
| 1 | 5828 | 15.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 38478 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 32650 | |
| 1 | 5828 | 15.1% |
| loan_amnt | funded_amnt | funded_amnt_inv | int_rate | installment | annual_inc | dti | delinq_2yrs | inq_last_6mths | mths_since_last_delinq | open_acc | pub_rec | revol_bal | total_acc | total_pymnt | total_pymnt_inv | total_rec_prncp | total_rec_int | last_pymnt_amnt | term | emp_length | home_ownership | verification_status | loan_status | purpose | addr_state | repay_fail | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| loan_amnt | 1.000 | 0.991 | 0.917 | 0.233 | 0.959 | 0.435 | 0.071 | -0.035 | -0.027 | 0.029 | 0.211 | -0.050 | 0.400 | 0.278 | 0.881 | 0.821 | 0.831 | 0.775 | 0.453 | 0.356 | 0.055 | 0.090 | 0.308 | 0.062 | 0.117 | 0.021 | 0.049 |
| funded_amnt | 0.991 | 1.000 | 0.928 | 0.240 | 0.973 | 0.431 | 0.071 | -0.036 | -0.027 | 0.031 | 0.208 | -0.051 | 0.395 | 0.273 | 0.890 | 0.831 | 0.840 | 0.783 | 0.457 | 0.337 | 0.055 | 0.088 | 0.302 | 0.060 | 0.116 | 0.018 | 0.046 |
| funded_amnt_inv | 0.917 | 0.928 | 1.000 | 0.219 | 0.889 | 0.401 | 0.077 | -0.048 | -0.064 | 0.140 | 0.189 | -0.055 | 0.361 | 0.263 | 0.846 | 0.907 | 0.799 | 0.742 | 0.445 | 0.368 | 0.061 | 0.086 | 0.316 | 0.086 | 0.107 | 0.033 | 0.046 |
| int_rate | 0.233 | 0.240 | 0.219 | 1.000 | 0.234 | 0.059 | 0.126 | 0.163 | 0.205 | -0.041 | -0.013 | 0.102 | 0.133 | -0.058 | 0.206 | 0.188 | 0.098 | 0.489 | 0.065 | 0.458 | 0.024 | 0.052 | 0.158 | 0.107 | 0.059 | 0.014 | 0.199 |
| installment | 0.959 | 0.973 | 0.889 | 0.234 | 1.000 | 0.429 | 0.065 | -0.022 | -0.015 | 0.014 | 0.202 | -0.045 | 0.397 | 0.253 | 0.865 | 0.796 | 0.828 | 0.734 | 0.442 | 0.144 | 0.045 | 0.073 | 0.266 | 0.037 | 0.114 | 0.018 | 0.031 |
| annual_inc | 0.435 | 0.431 | 0.401 | 0.059 | 0.429 | 1.000 | -0.091 | 0.035 | 0.024 | 0.019 | 0.314 | -0.014 | 0.406 | 0.437 | 0.408 | 0.382 | 0.400 | 0.311 | 0.246 | 0.000 | 0.003 | 0.000 | 0.006 | 0.000 | 0.000 | 0.015 | 0.000 |
| dti | 0.071 | 0.071 | 0.077 | 0.126 | 0.065 | -0.091 | 1.000 | -0.039 | 0.019 | 0.064 | 0.315 | 0.001 | 0.337 | 0.250 | 0.060 | 0.065 | 0.038 | 0.120 | 0.011 | 0.077 | 0.018 | 0.021 | 0.072 | 0.030 | 0.082 | 0.034 | 0.044 |
| delinq_2yrs | -0.035 | -0.036 | -0.048 | 0.163 | -0.022 | 0.035 | -0.039 | 1.000 | 0.020 | -0.672 | 0.009 | 0.006 | -0.082 | 0.073 | -0.028 | -0.041 | -0.042 | 0.021 | -0.022 | 0.000 | 0.000 | 0.009 | 0.000 | 0.012 | 0.014 | 0.014 | 0.019 |
| inq_last_6mths | -0.027 | -0.027 | -0.064 | 0.205 | -0.015 | 0.024 | 0.019 | 0.020 | 1.000 | -0.030 | 0.094 | 0.053 | -0.031 | 0.094 | -0.058 | -0.086 | -0.075 | 0.005 | -0.018 | 0.039 | 0.011 | 0.021 | 0.050 | 0.250 | 0.031 | 0.088 | 0.087 |
| mths_since_last_delinq | 0.029 | 0.031 | 0.140 | -0.041 | 0.014 | 0.019 | 0.064 | -0.672 | -0.030 | 1.000 | 0.043 | 0.059 | 0.080 | 0.042 | 0.037 | 0.132 | 0.039 | 0.025 | 0.042 | 0.070 | 0.040 | 0.025 | 0.086 | 0.058 | 0.011 | 0.051 | 0.038 |
| open_acc | 0.211 | 0.208 | 0.189 | -0.013 | 0.202 | 0.314 | 0.315 | 0.009 | 0.094 | 0.043 | 1.000 | 0.008 | 0.404 | 0.696 | 0.188 | 0.171 | 0.183 | 0.153 | 0.100 | 0.051 | 0.036 | 0.111 | 0.072 | 0.028 | 0.050 | 0.022 | 0.020 |
| pub_rec | -0.050 | -0.051 | -0.055 | 0.102 | -0.045 | -0.014 | 0.001 | 0.006 | 0.053 | 0.059 | 0.008 | 1.000 | -0.053 | -0.004 | -0.058 | -0.060 | -0.069 | -0.002 | -0.038 | 0.000 | 0.028 | 0.011 | 0.006 | 0.033 | 0.015 | 0.037 | 0.058 |
| revol_bal | 0.400 | 0.395 | 0.361 | 0.133 | 0.397 | 0.406 | 0.337 | -0.082 | -0.031 | 0.080 | 0.404 | -0.053 | 1.000 | 0.392 | 0.357 | 0.327 | 0.333 | 0.341 | 0.163 | 0.019 | 0.014 | 0.035 | 0.021 | 0.080 | 0.021 | 0.028 | 0.016 |
| total_acc | 0.278 | 0.273 | 0.263 | -0.058 | 0.253 | 0.437 | 0.250 | 0.073 | 0.094 | 0.042 | 0.696 | -0.004 | 0.392 | 1.000 | 0.243 | 0.235 | 0.243 | 0.162 | 0.178 | 0.098 | 0.076 | 0.171 | 0.100 | 0.030 | 0.053 | 0.035 | 0.033 |
| total_pymnt | 0.881 | 0.890 | 0.846 | 0.206 | 0.865 | 0.408 | 0.060 | -0.028 | -0.058 | 0.037 | 0.188 | -0.058 | 0.357 | 0.243 | 1.000 | 0.943 | 0.977 | 0.823 | 0.499 | 0.332 | 0.048 | 0.078 | 0.279 | 0.127 | 0.100 | 0.018 | 0.301 |
| total_pymnt_inv | 0.821 | 0.831 | 0.907 | 0.188 | 0.796 | 0.382 | 0.065 | -0.041 | -0.086 | 0.132 | 0.171 | -0.060 | 0.327 | 0.235 | 0.943 | 1.000 | 0.921 | 0.777 | 0.484 | 0.352 | 0.054 | 0.078 | 0.286 | 0.133 | 0.095 | 0.023 | 0.293 |
| total_rec_prncp | 0.831 | 0.840 | 0.799 | 0.098 | 0.828 | 0.400 | 0.038 | -0.042 | -0.075 | 0.039 | 0.183 | -0.069 | 0.333 | 0.243 | 0.977 | 0.921 | 1.000 | 0.723 | 0.539 | 0.251 | 0.047 | 0.081 | 0.267 | 0.171 | 0.101 | 0.021 | 0.454 |
| total_rec_int | 0.775 | 0.783 | 0.742 | 0.489 | 0.734 | 0.311 | 0.120 | 0.021 | 0.005 | 0.025 | 0.153 | -0.002 | 0.341 | 0.162 | 0.823 | 0.777 | 0.723 | 1.000 | 0.249 | 0.534 | 0.042 | 0.059 | 0.252 | 0.120 | 0.069 | 0.007 | 0.009 |
| last_pymnt_amnt | 0.453 | 0.457 | 0.445 | 0.065 | 0.442 | 0.246 | 0.011 | -0.022 | -0.018 | 0.042 | 0.100 | -0.038 | 0.163 | 0.178 | 0.499 | 0.484 | 0.539 | 0.249 | 1.000 | 0.235 | 0.028 | 0.052 | 0.148 | 0.087 | 0.045 | 0.000 | 0.227 |
| term | 0.356 | 0.337 | 0.368 | 0.458 | 0.144 | 0.000 | 0.077 | 0.000 | 0.039 | 0.070 | 0.051 | 0.000 | 0.019 | 0.098 | 0.332 | 0.352 | 0.251 | 0.534 | 0.235 | 1.000 | 0.119 | 0.109 | 0.267 | 0.319 | 0.114 | 0.051 | 0.134 |
| emp_length | 0.055 | 0.055 | 0.061 | 0.024 | 0.045 | 0.003 | 0.018 | 0.000 | 0.011 | 0.040 | 0.036 | 0.028 | 0.014 | 0.076 | 0.048 | 0.054 | 0.047 | 0.042 | 0.028 | 0.119 | 1.000 | 0.131 | 0.087 | 0.030 | 0.037 | 0.021 | 0.014 |
| home_ownership | 0.090 | 0.088 | 0.086 | 0.052 | 0.073 | 0.000 | 0.021 | 0.009 | 0.021 | 0.025 | 0.111 | 0.011 | 0.035 | 0.171 | 0.078 | 0.078 | 0.081 | 0.059 | 0.052 | 0.109 | 0.131 | 1.000 | 0.074 | 0.035 | 0.123 | 0.132 | 0.023 |
| verification_status | 0.308 | 0.302 | 0.316 | 0.158 | 0.266 | 0.006 | 0.072 | 0.000 | 0.050 | 0.086 | 0.072 | 0.006 | 0.021 | 0.100 | 0.279 | 0.286 | 0.267 | 0.252 | 0.148 | 0.267 | 0.087 | 0.074 | 1.000 | 0.108 | 0.096 | 0.043 | 0.031 |
| loan_status | 0.062 | 0.060 | 0.086 | 0.107 | 0.037 | 0.000 | 0.030 | 0.012 | 0.250 | 0.058 | 0.028 | 0.033 | 0.080 | 0.030 | 0.127 | 0.133 | 0.171 | 0.120 | 0.087 | 0.319 | 0.030 | 0.035 | 0.108 | 1.000 | 0.046 | 0.053 | 1.000 |
| purpose | 0.117 | 0.116 | 0.107 | 0.059 | 0.114 | 0.000 | 0.082 | 0.014 | 0.031 | 0.011 | 0.050 | 0.015 | 0.021 | 0.053 | 0.100 | 0.095 | 0.101 | 0.069 | 0.045 | 0.114 | 0.037 | 0.123 | 0.096 | 0.046 | 1.000 | 0.033 | 0.098 |
| addr_state | 0.021 | 0.018 | 0.033 | 0.014 | 0.018 | 0.015 | 0.034 | 0.014 | 0.088 | 0.051 | 0.022 | 0.037 | 0.028 | 0.035 | 0.018 | 0.023 | 0.021 | 0.007 | 0.000 | 0.051 | 0.021 | 0.132 | 0.043 | 0.053 | 0.033 | 1.000 | 0.056 |
| repay_fail | 0.049 | 0.046 | 0.046 | 0.199 | 0.031 | 0.000 | 0.044 | 0.019 | 0.087 | 0.038 | 0.020 | 0.058 | 0.016 | 0.033 | 0.301 | 0.293 | 0.454 | 0.009 | 0.227 | 0.134 | 0.014 | 0.023 | 0.031 | 1.000 | 0.098 | 0.056 | 1.000 |
| loan_amnt | funded_amnt | funded_amnt_inv | term | int_rate | installment | emp_length | home_ownership | annual_inc | verification_status | issue_d | loan_status | purpose | zip_code | addr_state | dti | delinq_2yrs | earliest_cr_line | inq_last_6mths | mths_since_last_delinq | open_acc | pub_rec | revol_bal | revol_util | total_acc | total_pymnt | total_pymnt_inv | total_rec_prncp | total_rec_int | last_pymnt_d | last_pymnt_amnt | next_pymnt_d | last_credit_pull_d | repay_fail | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2500.0 | 2500.0 | 2500.00000 | 36 months | 13.98 | 85.42 | 4 years | RENT | 20004.0 | Not Verified | Jul-10 | Does not meet the credit policy. Status:Fully Paid | other | 487xx | MI | 19.86 | 0.0 | Aug-05 | 5.0 | NaN | 7.0 | 0.0 | 981.0 | 21.30% | 10.0 | 3075.291779 | 3075.29 | 2500.00 | 575.29 | Jul-13 | 90.85 | Aug-13 | Jun-16 | 0 |
| 1 | 5000.0 | 5000.0 | 5000.00000 | 36 months | 15.95 | 175.67 | 4 years | RENT | 59000.0 | Not Verified | Jun-10 | Charged Off | debt_consolidation | 115xx | NY | 19.57 | 0.0 | Apr-94 | 1.0 | 59.0 | 7.0 | 0.0 | 18773.0 | 99.90% | 15.0 | 2948.760000 | 2948.76 | 1909.02 | 873.81 | Nov-11 | 175.67 | NaN | Mar-12 | 1 |
| 2 | 7000.0 | 7000.0 | 7000.00000 | 36 months | 9.91 | 225.58 | 10+ years | MORTGAGE | 53796.0 | Not Verified | Sep-11 | Fully Paid | other | 751xx | TX | 10.80 | 3.0 | Mar-98 | 3.0 | 3.0 | 7.0 | 0.0 | 3269.0 | 47.20% | 20.0 | 8082.391880 | 8082.39 | 7000.00 | 1082.39 | Mar-14 | 1550.27 | NaN | Mar-14 | 0 |
| 3 | 2000.0 | 2000.0 | 2000.00000 | 36 months | 5.42 | 60.32 | 10+ years | RENT | 30000.0 | Not Verified | Sep-11 | Fully Paid | debt_consolidation | 112xx | NY | 3.60 | 0.0 | Jan-75 | 0.0 | 72.0 | 7.0 | 0.0 | 0.0 | 0% | 15.0 | 2161.663244 | 2161.66 | 2000.00 | 161.66 | Feb-14 | 53.12 | NaN | Jun-16 | 0 |
| 4 | 3600.0 | 3600.0 | 3600.00000 | 36 months | 10.25 | 116.59 | 10+ years | MORTGAGE | 675048.0 | Not Verified | Apr-10 | Does not meet the credit policy. Status:Fully Paid | other | 352xx | AL | 1.55 | 0.0 | Apr-98 | 4.0 | 25.0 | 8.0 | 0.0 | 0.0 | 0% | 25.0 | 4206.031191 | 4206.03 | 3600.00 | 606.03 | May-13 | 146.75 | Jun-13 | Jun-16 | 0 |
| 5 | 8000.0 | 8000.0 | 8000.00000 | 36 months | 6.03 | 243.49 | NaN | MORTGAGE | 77736.0 | Verified | Oct-11 | Fully Paid | other | 853xx | AZ | 6.07 | 0.0 | Jul-96 | 0.0 | NaN | 12.0 | 0.0 | 4182.0 | 13.60% | 49.0 | 8724.971815 | 8724.97 | 8000.00 | 724.97 | Apr-14 | 1423.66 | NaN | Apr-14 | 0 |
| 6 | 6000.0 | 6000.0 | 6000.00000 | 36 months | 7.49 | 186.61 | 3 years | RENT | 35000.0 | Not Verified | May-11 | Fully Paid | debt_consolidation | 658xx | MO | 13.13 | 0.0 | Oct-03 | 0.0 | NaN | 5.0 | 0.0 | 5864.0 | 47.70% | 9.0 | 6717.950109 | 6717.95 | 6000.00 | 717.95 | May-14 | 211.41 | NaN | May-14 | 0 |
| 7 | 25600.0 | 25600.0 | 25472.82947 | 60 months | 14.27 | 599.26 | 4 years | RENT | 86000.0 | Verified | Nov-11 | Fully Paid | debt_consolidation | 105xx | NY | 26.51 | 0.0 | Oct-83 | 1.0 | NaN | 16.0 | 0.0 | 33021.0 | 70.80% | 32.0 | 32840.056740 | 32659.13 | 25600.00 | 7240.06 | Apr-14 | 16083.78 | NaN | Jun-16 | 0 |
| 8 | 19750.0 | 19750.0 | 19750.00000 | 60 months | 23.22 | 559.27 | 10+ years | MORTGAGE | 72500.0 | Verified | Jun-11 | Fully Paid | debt_consolidation | 630xx | MO | 19.96 | 0.0 | Mar-92 | 0.0 | 61.0 | 15.0 | 0.0 | 21544.0 | 98.70% | 44.0 | 27544.891160 | 27544.89 | 19750.00 | 7794.89 | Jun-13 | 15264.34 | NaN | Feb-16 | 0 |
| 9 | 6250.0 | 6250.0 | 6250.00000 | 36 months | 17.27 | 223.68 | 4 years | MORTGAGE | 28000.0 | Verified | Nov-11 | Charged Off | other | 450xx | OH | 13.76 | 0.0 | Oct-99 | 0.0 | 41.0 | 2.0 | 1.0 | 0.0 | 8.46% | 15.0 | 6688.640000 | 6688.64 | 4764.18 | 1713.09 | Apr-14 | 223.68 | NaN | Sep-14 | 1 |
| loan_amnt | funded_amnt | funded_amnt_inv | term | int_rate | installment | emp_length | home_ownership | annual_inc | verification_status | issue_d | loan_status | purpose | zip_code | addr_state | dti | delinq_2yrs | earliest_cr_line | inq_last_6mths | mths_since_last_delinq | open_acc | pub_rec | revol_bal | revol_util | total_acc | total_pymnt | total_pymnt_inv | total_rec_prncp | total_rec_int | last_pymnt_d | last_pymnt_amnt | next_pymnt_d | last_credit_pull_d | repay_fail | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 38468 | 4000.0 | 4000.0 | 4000.00000 | 36 months | 14.27 | 137.24 | 6 years | MORTGAGE | 50000.0 | Not Verified | Nov-11 | Fully Paid | credit_card | 330xx | FL | 19.20 | 1.0 | Aug-96 | 0.0 | 23.0 | 23.0 | 0.0 | 17561.0 | 63.60% | 43.0 | 4940.450000 | 4940.45 | 4000.00 | 940.45 | Nov-14 | 149.24 | NaN | Nov-14 | 0 |
| 38469 | 1500.0 | 1500.0 | 1500.00000 | 36 months | 16.29 | 52.96 | 1 year | RENT | 27000.0 | Not Verified | Oct-11 | Charged Off | wedding | 301xx | GA | 18.53 | 0.0 | Sep-07 | 2.0 | NaN | 9.0 | 0.0 | 743.0 | 26.50% | 12.0 | 86.050000 | 86.05 | 0.00 | 0.00 | NaN | 0.00 | NaN | Apr-12 | 1 |
| 38470 | 7200.0 | 7200.0 | 7200.00000 | 36 months | 15.05 | 249.78 | 4 years | OTHER | 75000.0 | Source Verified | Feb-09 | Fully Paid | debt_consolidation | 021xx | MA | 8.00 | 1.0 | Dec-96 | 0.0 | 18.0 | 4.0 | 0.0 | 17321.0 | 87.60% | 11.0 | 8991.939341 | 8991.94 | 7200.00 | 1791.94 | Mar-12 | 251.68 | NaN | Mar-12 | 0 |
| 38471 | 6000.0 | 6000.0 | 0.00000 | 36 months | 12.92 | 201.94 | 1 year | RENT | 32000.0 | Not Verified | Jun-08 | Fully Paid | car | 210xx | MD | 4.76 | 0.0 | Sep-04 | 0.0 | NaN | 7.0 | 0.0 | 4378.0 | 71.20% | 7.0 | 7023.835297 | 0.00 | 6000.00 | 1023.84 | Mar-10 | 2985.40 | NaN | Apr-15 | 0 |
| 38472 | 6925.0 | 6925.0 | 6900.00000 | 36 months | 9.62 | 222.22 | < 1 year | RENT | 78000.0 | Verified | Dec-10 | Charged Off | debt_consolidation | 031xx | NH | 15.40 | 0.0 | Nov-03 | 2.0 | 43.0 | 17.0 | 0.0 | 7297.0 | 34.30% | 22.0 | 6108.790000 | 6086.77 | 4994.45 | 995.23 | Mar-13 | 222.22 | NaN | Aug-13 | 1 |
| 38473 | 3000.0 | 3000.0 | 3000.00000 | 36 months | 11.99 | 99.63 | 3 years | RENT | 74250.0 | Verified | Aug-11 | Fully Paid | credit_card | 805xx | CO | 22.17 | 0.0 | Jan-00 | 2.0 | NaN | 12.0 | 0.0 | 16550.0 | 73.50% | 22.0 | 3586.619764 | 3586.62 | 3000.00 | 586.62 | Aug-14 | 100.30 | NaN | Jun-16 | 0 |
| 38474 | 10400.0 | 10400.0 | 10400.00000 | 36 months | 13.49 | 352.88 | 9 years | RENT | 62000.0 | Source Verified | Aug-11 | Fully Paid | credit_card | 442xx | OH | 11.57 | 0.0 | Apr-99 | 1.0 | NaN | 21.0 | 0.0 | 16898.0 | 39.70% | 33.0 | 12703.534030 | 12703.53 | 10400.00 | 2303.53 | Sep-14 | 393.08 | NaN | Jun-16 | 0 |
| 38475 | 16000.0 | 10550.0 | 10531.35818 | 60 months | 14.96 | 250.77 | 10+ years | MORTGAGE | 95088.0 | Source Verified | May-10 | Fully Paid | debt_consolidation | 073xx | NJ | 10.63 | 0.0 | Dec-95 | 1.0 | NaN | 9.0 | 1.0 | 10386.0 | 62.20% | 25.0 | 14202.267530 | 14163.31 | 10550.00 | 3652.27 | Jun-13 | 5439.96 | NaN | Feb-16 | 0 |
| 38476 | 10000.0 | 10000.0 | 10000.00000 | 36 months | 16.89 | 355.99 | 1 year | RENT | 48720.0 | Not Verified | Jul-11 | Fully Paid | debt_consolidation | 061xx | CT | 18.97 | 0.0 | Jul-07 | 2.0 | NaN | 8.0 | 0.0 | 7301.0 | 53.30% | 12.0 | 12815.178320 | 12815.18 | 10000.00 | 2815.18 | Aug-14 | 380.63 | NaN | Sep-15 | 0 |
| 38477 | 3200.0 | 3200.0 | 3200.00000 | 36 months | 13.49 | 108.58 | 7 years | RENT | 38400.0 | Source Verified | Nov-11 | Fully Paid | debt_consolidation | 484xx | MI | 12.56 | 0.0 | Oct-95 | 2.0 | 38.0 | 8.0 | 1.0 | 2503.0 | 62.60% | 18.0 | 3908.767275 | 3908.77 | 3200.00 | 708.77 | Dec-14 | 111.88 | NaN | Nov-14 | 0 |